Model | Accuracy | AUC | Recall | Prec. | F1 | Kappa | MCC |
lightgbm | 0.7636 | 0.8392 | 0.692 | 0.7362 | 0.7123 | 0.5121 | 0.5138 |
gbc | 0.7498 | 0.8271 | 0.6812 | 0.7164 | 0.6975 | 0.4846 | 0.4859 |
knn | 0.7183 | 0.7874 | 0.664 | 0.6714 | 0.6654 | 0.4226 | 0.4248 |
ada | 0.7104 | 0.7739 | 0.6504 | 0.6649 | 0.6556 | 0.4064 | 0.4083 |
lr | 0.6849 | 0.7410 | 0.6131 | 0.6365 | 0.6217 | 0.3524 | 0.3551 |
rf | 0.6822 | 0.7425 | 0.4271 | 0.7126 | 0.5306 | 0.3133 | 0.3384 |
svm | 0.6764 | 0.0000 | 0.4642 | 0.7290 | 0.4980 | 0.3024 | 0.3492 |
et | 0.6763 | 0.7528 | 0.4209 | 0.6994 | 0.5241 | 0.3009 | 0.3242 |
dt | 0.6645 | 0.6553 | 0.5945 | 0.6089 | 0.5999 | 0.3116 | 0.3129 |
ridge | 0.6501 | 0.0000 | 0.6163 | 0.5862 | 0.5992 | 0.2896 | 0.2912 |
lda | 0.6021 | 0.6368 | 0.5635 | 0.5309 | 0.5457 | 0.1926 | 0.1934 |
qda | 0.5312 | 0.5201 | 0.4473 | 0.4476 | 0.4471 | 0.0403 | 0.0403 |
nb | 0.4688 | 0.5034 | 0.7321 | 0.4262 | 0.5386 | 0.0061 | 0.0084 |